Personalized online ensemble machine learning with applications for dynamic data streams.

Malenica, Ivana; Phillips, Rachael V; Chambaz, Antoine; Hubbard, Alan E; Pirracchio, Romain; van der Laan, Mark J

Malenica, Ivana; Phillips, Rachael V; Chambaz, Antoine; Hubbard, Alan E; Pirracchio, Romain; van der Laan, Mark J.

Afiliação

Malenica I; Division of Biostatistics, University of California, Berkeley, Berkeley, California, USA.
Phillips RV; Division of Biostatistics, University of California, Berkeley, Berkeley, California, USA.
Chambaz A; Applied Mathematics at Paris 5 (MAP5), University of Paris, Paris, France.
Hubbard AE; Division of Biostatistics, University of California, Berkeley, Berkeley, California, USA.
Pirracchio R; Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco, California, USA.
van der Laan MJ; Division of Biostatistics, University of California, Berkeley, Berkeley, California, USA.

Stat Med ; 42(7): 1013-1044, 2023 03 30.

Article em En | MEDLINE | ID: mdl-36897184

Assuntos

Algoritmos; Aprendizado de Máquina; Humanos

Palavras-chave

machine learning; online learning; personalized medicine; streaming data; time series

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Aprendizado de Máquina Tipo de estudo: Prognostic_studies Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article

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